import math
import multiprocessing
import cProfile
import pstats

def is_prime(n):
    if n <= 1:
        return False
    for i in range(2, int(math.sqrt(n)) + 1):
        if n % i == 0:
            return False
    return True


def prime_factors(n):
    factors = []
    for i in range(2, n + 1):
        if is_prime(i):
            while n % i == 0:
                factors.append(i)
                n //= i
    return factors



def main():
    pool = multiprocessing.Pool()
    results = pool.map(prime_factors, range(1, 101))
    for i in range(len(results)):
        str_out = ""
        for elem in results[i]:
            str_out = str_out + " " + str(elem)
        print(str(i) + " = " + str_out)


if __name__ == '__main__':
    cProfile.run('main()', 'restats')
    p = pstats.Stats('restats')
    p.strip_dirs().sort_stats('cumulative').print_stats()




Задание Дискретное профилировани:


@Therad445 ➜ /workspaces/UnversityEducation_TestingSoftware/Lab6 (main) $ python -m cProfile -s cumulative main.py
         15063 function calls (14949 primitive calls) in 0.382 seconds

   Ordered by: cumulative time

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        1    0.000    0.000    0.209    0.209 cProfile.py:106(runcall)
        1    0.209    0.209    0.209    0.209 {method 'enable' of '_lsprof.Profiler' objects}
     21/3    0.000    0.000    0.173    0.058 <frozen importlib._bootstrap>:1022(_find_and_load)
     21/3    0.000    0.000    0.173    0.058 <frozen importlib._bootstrap>:987(_find_and_load_unlocked)
     18/3    0.000    0.000    0.172    0.057 <frozen importlib._bootstrap>:664(_load_unlocked)
     30/4    0.000    0.000    0.161    0.040 <frozen importlib._bootstrap>:233(_call_with_frames_removed)
     12/2    0.000    0.000    0.159    0.079 <frozen importlib._bootstrap_external>:877(exec_module)
        1    0.000    0.000    0.147    0.147 __init__.py:1(<module>)
      5/1    0.000    0.000    0.147    0.147 <frozen importlib._bootstrap>:1053(_handle_fromlist)
      6/1    0.000    0.000    0.147    0.147 {built-in method builtins.__import__}
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       12    0.000    0.000    0.088    0.007 <frozen importlib._bootstrap_external>:1070(get_data)
       12    0.088    0.007    0.088    0.007 {method 'read' of '_io.BufferedReader' objects}
       18    0.000    0.000    0.070    0.004 <frozen importlib._bootstrap>:564(module_from_spec)
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        7    0.000    0.000    0.005    0.001 enum.py:536(_convert_)
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       60    0.001    0.000    0.002    0.000 <frozen importlib._bootstrap_external>:1536(find_spec)
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       12    0.000    0.000    0.000    0.000 <frozen importlib._bootstrap_external>:1065(get_filename)
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        4    0.000    0.000    0.000    0.000 sre_parse.py:161(__len__)
        1    0.000    0.000    0.000    0.000 {built-in method posix.urandom}
        5    0.000    0.000    0.000    0.000 reduction.py:43(register)
        2    0.000    0.000    0.000    0.000 enum.py:678(__new__)
        7    0.000    0.000    0.000    0.000 {method 'mro' of 'type' objects}
        3    0.000    0.000    0.000    0.000 sre_parse.py:173(append)
        1    0.000    0.000    0.000    0.000 selectors.py:443(EpollSelector)
        1    0.000    0.000    0.000    0.000 sre_parse.py:928(fix_flags)
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        1    0.000    0.000    0.000    0.000 sre_compile.py:516(_get_charset_prefix)
        2    0.000    0.000    0.000    0.000 sre_parse.py:112(__init__)
        1    0.000    0.000    0.000    0.000 {built-in method _sre.compile}
        7    0.000    0.000    0.000    0.000 {method 'setdefault' of 'dict' objects}
       12    0.000    0.000    0.000    0.000 <frozen importlib._bootstrap_external>:874(create_module)
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        6    0.000    0.000    0.000    0.000 signal.py:48(_wraps)
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        1    0.000    0.000    0.000    0.000 process.py:364(_ParentProcess)
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        1    0.000    0.000    0.000    0.000 context.py:233(__init__)
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Задание Профилирование выделения памяти:

[ Top 10 ]
<frozen importlib._bootstrap_external>:0: size=626 KiB, count=6556, average=98 B
<frozen importlib._bootstrap>:0: size=69.6 KiB, count=576, average=124 B
/home/codespace/.python/current/lib/python3.10/multiprocessing/pool.py:0: size=61.4 KiB, count=323, average=195 B
/home/codespace/.python/current/lib/python3.10/abc.py:0: size=48.1 KiB, count=247, average=199 B
/home/codespace/.python/current/lib/python3.10/multiprocessing/connection.py:0: size=35.1 KiB, count=235, average=153 B
/home/codespace/.python/current/lib/python3.10/tempfile.py:0: size=27.2 KiB, count=149, average=187 B
/home/codespace/.python/current/lib/python3.10/multiprocessing/synchronize.py:0: size=25.1 KiB, count=141, average=182 B
/home/codespace/.python/current/lib/python3.10/shutil.py:0: size=24.7 KiB, count=182, average=139 B
/home/codespace/.python/current/lib/python3.10/subprocess.py:0: size=23.4 KiB, count=127, average=189 B
/home/codespace/.python/current/lib/python3.10/weakref.py:0: size=22.6 KiB, count=144, average=161 B






Задание Профилирование конкуренции:
имя - оно представляет имя класса потока, которое было задано при создании потока с использованием threading.Thread.
id - это уникальный целочисленный идентификатор, предоставляемый yappi.
tid - это целое число, представляющее реальный идентификатор потока операционной системы.
ttot - представляет общее время, затраченное потоком.
scnt - это целое число, представляющее количество раз, когда поток был запланирован. Это количество может быть больше единицы, если поток перешел в спящий режим, а центральный процессор передан другому потоку в случае переключения потока.

Thread stats:
{0: 'Thread', 1: 1, 2: 139686122518208, 3: 0.21019541800000002, 4: 39}
{0: '_MainThread', 1: 0, 2: 139686137878336, 3: 0.067682581, 4: 9}
{0: 'Thread', 1: 3, 2: 139686104651456, 3: 0.0196856, 4: 36}
{0: 'Thread', 1: 2, 2: 139686113060544, 3: 0.004574471, 4: 3}
Function stats:
{0: 'main', 1: '/workspaces/UnversityEducation_TestingSoftware/Lab6/yap.py', 2: 24, 3: 1, 4: 1, 5: False, 6: 0.0346063, 7: 0.00044600000000000005, 8: 0, 9: <yappi.YChildFuncStats object at 0x7fe1da6fed10>, 10: 0, 11: '_MainThread', 12: 0, 14: 0.0346063, 15: '/workspaces/UnversityEducation_TestingSoftware/Lab6/yap.py:24 main'}
{0: 'DefaultContext.Pool', 1: '/home/codespace/.python/current/lib/python3.10/multiprocessing/context.py', 2: 115, 3: 1, 4: 1, 5: False, 6: 0.0326673, 7: 3.61e-05, 8: 1, 9: <yappi.YChildFuncStats object at 0x7fe1d8cbee30>, 10: 0, 11: '_MainThread', 12: 0, 14: 0.0326673, 15: '/home/codespace/.python/current/lib/python3.10/multiprocessing/context.py:115 DefaultContext.Pool'}
{0: '_find_and_load', 1: '<frozen importlib._bootstrap>', 2: 1022, 3: 33, 4: 4, 5: False, 6: 0.0270606, 7: 0.00042800000000000005, 8: 4, 9: <yappi.YChildFuncStats object at 0x7fe1d8cbfb50>, 10: 0, 11: '_MainThread', 12: 0, 14: 0.0008200181818181819, 15: '<frozen importlib._bootstrap>:1022 _find_and_load'}
{0: '_find_and_load_unlocked', 1: '<frozen importlib._bootstrap>', 2: 987, 3: 33, 4: 4, 5: False, 6: 0.026677500000000003, 7: 0.0002585, 8: 16, 9: <yappi.YChildFuncStats object at 0x7fe1d8cbe830>, 10: 0, 11: '_MainThread', 12: 0, 14: 0.000808409090909091, 15: '<frozen importlib._bootstrap>:987 _find_and_load_unlocked'}
{0: '_load_unlocked', 1: '<frozen importlib._bootstrap>', 2: 664, 3: 31, 4: 4, 5: False, 6: 0.0255271, 7: 0.00033810000000000003, 8: 47, 9: <yappi.YChildFuncStats object at 0x7fe1d8cbd2d0>, 10: 0, 11: '_MainThread', 12: 0, 14: 0.0008234548387096774, 15: '<frozen importlib._bootstrap>:664 _load_unlocked'}
{0: 'SourceFileLoader.exec_module', 1: '<frozen importlib._bootstrap_external>', 2: 877, 3: 19, 4: 4, 5: False, 6: 0.024961300000000002, 7: 0.0001166, 8: 62, 9: <yappi.YChildFuncStats object at 0x7fe1d8cbe050>, 10: 0, 11: '_MainThread', 12: 0, 14: 0.0013137526315789474, 15: '<frozen importlib._bootstrap_external>:877 SourceFileLoader.exec_module'}
{0: '_call_with_frames_removed', 1: '<frozen importlib._bootstrap>', 2: 233, 3: 44, 4: 4, 5: False, 6: 0.023577400000000002, 7: 0.0001421, 8: 79, 9: <yappi.YChildFuncStats object at 0x7fe1d8cbd450>, 10: 0, 11: '_MainThread', 12: 0, 14: 0.00053585, 15: '<frozen importlib._bootstrap>:233 _call_with_frames_removed'}
{0: '<module>', 1: '/home/codespace/.python/current/lib/python3.10/multiprocessing/pool.py', 2: 1, 3: 1, 4: 1, 5: False, 6: 0.023054500000000002, 7: 6.94e-05, 8: 81, 9: <yappi.YChildFuncStats object at 0x7fe1d8cbf490>, 10: 0, 11: '_MainThread', 12: 0, 14: 0.023054500000000002, 15: '/home/codespace/.python/current/lib/python3.10/multiprocessing/pool.py:1 <module>'}
{0: 'run', 1: '/home/codespace/.python/current/lib/python3.10/threading.py', 2: 942, 3: 3, 4: 3, 5: False, 6: 0.0151237, 7: 2.46e-05, 8: 312, 9: <yappi.YChildFuncStats object at 0x7fe1da6fdcf0>, 10: 1, 11: 'Thread', 12: 0, 14: 0.005041233333333333, 15: '/home/codespace/.python/current/lib/python3.10/threading.py:942 run'}
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{0: '_handle_workers', 1: '/home/codespace/.python/current/lib/python3.10/multiprocessing/pool.py', 2: 506, 3: 1, 4: 1, 5: False, 6: 0.0123628, 7: 0.00020960000000000003, 8: 313, 9: <yappi.YChildFuncStats object at 0x7fe1da6ba4a0>, 10: 1, 11: 'Thread', 12: 0, 14: 0.0123628, 15: '/home/codespace/.python/current/lib/python3.10/multiprocessing/pool.py:506 _handle_workers'}
{0: '_find_spec', 1: '<frozen importlib._bootstrap>', 2: 921, 3: 33, 4: 33, 5: False, 6: 0.011053200000000001, 7: 0.0007231000000000001, 8: 17, 9: <yappi.YChildFuncStats object at 0x7fe1da6fe8f0>, 10: 0, 11: '_MainThread', 12: 0, 14: 0.00033494545454545457, 15: '<frozen importlib._bootstrap>:921 _find_spec'}
{0: '<module>', 1: '/home/codespace/.python/current/lib/python3.10/tempfile.py', 2: 1, 3: 1, 4: 1, 5: False, 6: 0.010572, 7: 3.6400000000000004e-05, 8: 154, 9: <yappi.YChildFuncStats object at 0x7fe1d8cbe110>, 10: 0, 11: '_MainThread', 12: 0, 14: 0.010572, 15: '/home/codespace/.python/current/lib/python3.10/tempfile.py:1 <module>'}
{0: '_wait_for_updates', 1: '/home/codespace/.python/current/lib/python3.10/multiprocessing/pool.py', 2: 500, 3: 31, 4: 31, 5: False, 6: 0.0095411, 7: 0.0002035, 8: 329, 9: <yappi.YChildFuncStats object at 0x7fe1da6fdbd0>, 10: 1, 11: 'Thread', 12: 0, 14: 0.00030777741935483874, 15: '/home/codespace/.python/current/lib/python3.10/multiprocessing/pool.py:500 _wait_for_updates'}
{0: 'find_spec', 1: '<frozen importlib._bootstrap_external>', 2: 1431, 3: 32, 4: 32, 5: False, 6: 0.0087656, 7: 0.0001032, 8: 25, 9: <yappi.YChildFuncStats object at 0x7fe1d8cbff10>, 10: 0, 11: '_MainThread', 12: 0, 14: 0.000273925, 15: '<frozen importlib._bootstrap_external>:1431 find_spec'}
{0: 'wait', 1: '/home/codespace/.python/current/lib/python3.10/multiprocessing/connection.py', 2: 922, 3: 66, 4: 66, 5: False, 6: 0.0086723, 7: 0.0011978000000000002, 8: 330, 9: <yappi.YChildFuncStats object at 0x7fe1da6fda50>, 10: 1, 11: 'Thread', 12: 0, 14: 0.00013139848484848487, 15: '/home/codespace/.python/current/lib/python3.10/multiprocessing/connection.py:922 wait'}
{0: '_get_spec', 1: '<frozen importlib._bootstrap_external>', 2: 1399, 3: 32, 4: 32, 5: False, 6: 0.0086624, 7: 0.0005803000000000001, 8: 26, 9: <yappi.YChildFuncStats object at 0x7fe1d8cbe3b0>, 10: 0, 11: '_MainThread', 12: 0, 14: 0.0002707, 15: '<frozen importlib._bootstrap_external>:1399 _get_spec'}
{0: 'Pool.__init__', 1: '/home/codespace/.python/current/lib/python3.10/multiprocessing/pool.py', 2: 183, 3: 1, 4: 1, 5: False, 6: 0.0086131, 7: 0.0002124, 8: 221, 9: <yappi.YChildFuncStats object at 0x7fe1d8ce0130>, 10: 0, 11: '_MainThread', 12: 0, 14: 0.0086131, 15: '/home/codespace/.python/current/lib/python3.10/multiprocessing/pool.py:183 Pool.__init__'}
{0: 'FileFinder.find_spec', 1: '<frozen importlib._bootstrap_external>', 2: 1536, 3: 75, 4: 75, 5: False, 6: 0.007734400000000001, 7: 0.0016004, 8: 30, 9: <yappi.YChildFuncStats object at 0x7fe1da6ff790>, 10: 0, 11: '_MainThread', 12: 0, 14: 0.00010312533333333335, 15: '<frozen importlib._bootstrap_external>:1536 FileFinder.find_spec'}
{0: '<module>', 1: '/home/codespace/.python/current/lib/python3.10/shutil.py', 2: 1, 3: 1, 4: 1, 5: False, 6: 0.005884400000000001, 7: 0.00013470000000000002, 8: 155, 9: <yappi.YChildFuncStats object at 0x7fe1d8cbcfd0>, 10: 0, 11: '_MainThread', 12: 0, 14: 0.005884400000000001, 15: '/home/codespace/.python/current/lib/python3.10/shutil.py:1 <module>'}
{0: 'SourceFileLoader.get_code', 1: '<frozen importlib._bootstrap_external>', 2: 950, 3: 19, 4: 19, 5: False, 6: 0.0052434000000000005, 7: 0.00037410000000000004, 8: 63, 9: <yappi.YChildFuncStats object at 0x7fe1d8cbd150>, 10: 0, 11: '_MainThread', 12: 0, 14: 0.0002759684210526316, 15: '<frozen importlib._bootstrap_external>:950 SourceFileLoader.get_code'}
{0: '_handle_fromlist', 1: '<frozen importlib._bootstrap>', 2: 1053, 3: 12, 4: 11, 5: False, 6: 0.0052120000000000005, 7: 6.730000000000001e-05, 8: 87, 9: <yappi.YChildFuncStats object at 0x7fe1d8cbf6d0>, 10: 0, 11: '_MainThread', 12: 0, 14: 0.0004343333333333334, 15: '<frozen importlib._bootstrap>:1053 _handle_fromlist'}
{0: 'PollSelector.register', 1: '/home/codespace/.python/current/lib/python3.10/selectors.py', 2: 352, 3: 159, 4: 159, 5: False, 6: 0.004812100000000001, 7: 0.0009298, 8: 336, 9: <yappi.YChildFuncStats object at 0x7fe1da6fdb10>, 10: 1, 11: 'Thread', 12: 0, 14: 3.026477987421384e-05, 15: '/home/codespace/.python/current/lib/python3.10/selectors.py:352 PollSelector.register'}
{0: '<module>', 1: '/home/codespace/.python/current/lib/python3.10/multiprocessing/util.py', 2: 1, 3: 1, 4: 1, 5: False, 6: 0.0044506, 7: 6.71e-05, 8: 110, 9: <yappi.YChildFuncStats object at 0x7fe1d8cbc8b0>, 10: 0, 11: '_MainThread', 12: 0, 14: 0.0044506, 15: '/home/codespace/.python/current/lib/python3.10/multiprocessing/util.py:1 <module>'}
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{0: 'PollSelector.register', 1: '/home/codespace/.python/current/lib/python3.10/selectors.py', 2: 235, 3: 159, 4: 159, 5: False, 6: 0.0036457, 7: 0.0009718000000000001, 8: 337, 9: <yappi.YChildFuncStats object at 0x7fe1da6fdf90>, 10: 1, 11: 'Thread', 12: 0, 14: 2.2928930817610064e-05, 15: '/home/codespace/.python/current/lib/python3.10/selectors.py:235 PollSelector.register'}
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